Regression models: a concise tutorial of real-life examples with Python implementations (Part I)

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In this tutorial, we will discuss seven regression models with real-life examples and Python implementations. Before reading this tutorial, it is advised to read the following tutorial for theoretical knowledge about the different regression models.

Regression models: a concise tutorial with theory and real-life examples

In this tutorial, we will discuss the following regression models:

1. Simple linear regression
2. Multiple linear regression
3. Polynomial regression
4. Logistic regression
5. Ridge regression
6. Lasso regression
7. Non-linear regression

Note that this is Part I of this tutorial. In this part, we will discuss the first three regression models. The remaining models will be covered in the next parts.